{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "from collections import defaultdict\n",
    "from pathlib import Path\n",
    "from typing import Any, Dict, List, cast\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.legend\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import torch\n",
    "from tqdm.auto import tqdm\n",
    "\n",
    "log = logging.getLogger(__name__)\n",
    "\n",
    "TEST_DATASET = [\n",
    "    \"sun397\",\n",
    "    \"stanford-cars\",\n",
    "    \"resisc45\",\n",
    "    \"eurosat\",\n",
    "    \"svhn\",\n",
    "    \"gtsrb\",\n",
    "    \"mnist\",\n",
    "    \"dtd\",\n",
    "]\n",
    "TEST_DATASET_LABELS = [\n",
    "    \"SUN397\",\n",
    "    \"Cars\",\n",
    "    \"RESISC45\",\n",
    "    \"EuroSAT\",\n",
    "    \"SVHN\",\n",
    "    \"GTSRB\",\n",
    "    \"MNIST\",\n",
    "    \"DTD\",\n",
    "]\n",
    "\n",
    "sns.set_theme(style=\"darkgrid\")\n",
    "color_palette = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\", \"#9467bd\"]\n",
    "# sns.set_palette(\"bright\")\n",
    "\n",
    "# 设置全局字体为 Times New Roman\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "plt.rcParams[\"mathtext.fontset\"] = \"stix\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8/8 [00:00<00:00,  8.08it/s]\n"
     ]
    }
   ],
   "source": [
    "# load data from data directory\n",
    "from fusion_bench.constants import PROJECT_ROOT_PATH\n",
    "\n",
    "directory = (\n",
    "    PROJECT_ROOT_PATH / \"outputs/layer_wise_routing_weights/clip-vit-base-patch32_TA8\"\n",
    ")\n",
    "num_layers = 12\n",
    "\n",
    "all_data = []\n",
    "for task in tqdm(TEST_DATASET):\n",
    "    for layer_idx in range(num_layers):\n",
    "        data = torch.load(\n",
    "            directory / task / f\"layer_{layer_idx}.pt\",\n",
    "            map_location=\"cpu\",\n",
    "            weights_only=True,\n",
    "        )  # num_samples, num_token, num_experts\n",
    "        data = data.mean(dim=1)  # num_samples, num_experts\n",
    "        # each cloumn is a expert\n",
    "        data = {TEST_DATASET[i]: data[:, i].numpy() for i in range(data.shape[1])}\n",
    "        data = pd.DataFrame(data)\n",
    "        data[\"layer_idx\"] = layer_idx\n",
    "        data[\"task\"] = task\n",
    "        all_data.append(data)\n",
    "all_data = pd.concat(all_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5/5 [00:23<00:00,  4.61s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_layer(layer_idx: int, axes: List[plt.Axes]):\n",
    "    routing_weights = all_data[all_data[\"layer_idx\"] == layer_idx]\n",
    "    # axes[0].set_ylabel(f\"Layer {layer_idx}\")\n",
    "    for task_id, task_name in enumerate(TEST_DATASET):\n",
    "        task_routing_weights = routing_weights[routing_weights[\"task\"] == task_name]\n",
    "        task_routing_weights = task_routing_weights.drop(columns=[\"layer_idx\", \"task\"])\n",
    "        ax = axes[task_id]\n",
    "        ax.set_xlabel(TEST_DATASET_LABELS[task_id])\n",
    "        sns.barplot(data=task_routing_weights, ax=ax, label=task_name)\n",
    "        if task_id == 0:\n",
    "            ax.set_ylabel(f\"Layer {layer_idx}\\nRouting weight\")\n",
    "        ax.set_yticks([])\n",
    "        ax.set_xticks([])\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(5, 8, figsize=(10, 8))\n",
    "\n",
    "for axes_row_idx, layer_idx in enumerate(tqdm([0, 3, 6, 9, 11])):\n",
    "    plot_layer(layer_idx, axes[axes_row_idx])\n",
    "\n",
    "handles, labels = axes[0][0].get_legend_handles_labels()\n",
    "labels = [rf\"$\\tau$: {TEST_DATASET_LABELS[i]}\" for i in range(8) if i < len(labels)]\n",
    "fig.legend(handles, labels, loc=\"upper center\", ncol=4, bbox_to_anchor=(0.5, 1.07))\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"routing_analysis.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.44881612, 0.45571788, 0.00156171, 0.02942065, 0.08277078,\n",
       "        0.55924433, 0.90967254, 0.94367758, 0.94680101, 0.94473552,\n",
       "        0.9915869 , 0.99138539],\n",
       "       [0.55652282, 0.57828628, 0.83099117, 0.88869544, 0.96953115,\n",
       "        0.99490113, 0.99303569, 0.97525183, 0.99054844, 0.96580027,\n",
       "        0.88036314, 0.98333541],\n",
       "       [0.        , 0.5131746 , 0.28238095, 0.52873016, 0.69126984,\n",
       "        0.78698413, 0.86253968, 0.87539683, 0.89444444, 0.80603175,\n",
       "        0.83793651, 0.43920635],\n",
       "       [0.10037037, 0.84      , 0.7962963 , 0.98037037, 0.9962963 ,\n",
       "        0.99222222, 0.5937037 , 0.56185185, 0.69555556, 0.74111111,\n",
       "        0.6362963 , 0.46740741],\n",
       "       [0.13644745, 0.5363783 , 0.90238937, 0.95413337, 0.91825446,\n",
       "        0.92217271, 0.92904886, 0.93120006, 0.86443608, 0.19725722,\n",
       "        0.1409035 , 0.        ],\n",
       "       [0.73950911, 0.43341251, 0.68661916, 0.96896279, 0.97711797,\n",
       "        0.98867775, 0.99928741, 0.99216152, 0.96413302, 0.92359462,\n",
       "        0.97054632, 0.99952494],\n",
       "       [0.        , 0.0015    , 1.        , 1.        , 1.        ,\n",
       "        1.        , 1.        , 1.        , 1.        , 1.        ,\n",
       "        1.        , 1.        ],\n",
       "       [0.        , 0.42393617, 0.81595745, 0.85265957, 0.93510638,\n",
       "        0.98138298, 0.975     , 0.98723404, 0.94787234, 0.96223404,\n",
       "        0.97606383, 0.98457447]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def first_choice_prob(task_id: int, layer_idx: int):\n",
    "    routing_weights = all_data[\n",
    "        (all_data[\"layer_idx\"] == layer_idx)\n",
    "        & (all_data[\"task\"] == TEST_DATASET[task_id])\n",
    "    ]\n",
    "    routing_weights = routing_weights.drop(columns=[\"layer_idx\", \"task\"])\n",
    "    routing_weights = np.array(routing_weights)\n",
    "    prob = (routing_weights.argmax(axis=1) == task_id).sum() / routing_weights.shape[0]\n",
    "    return prob\n",
    "\n",
    "\n",
    "first_choice_prob_matrix = np.zeros((len(TEST_DATASET), num_layers))\n",
    "for task_id in range(len(TEST_DATASET)):\n",
    "    for layer_idx in range(num_layers):\n",
    "        first_choice_prob_matrix[task_id, layer_idx] = first_choice_prob(\n",
    "            task_id, layer_idx\n",
    "        )\n",
    "display(first_choice_prob_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(9, 6))\n",
    "ax = cast(plt.Axes, ax)\n",
    "sns.heatmap(\n",
    "    first_choice_prob_matrix * 100, ax=ax, cmap=\"viridis\", annot=True, fmt=\".1f\"\n",
    ")\n",
    "ax.set_xlabel(\"Layer Index\")\n",
    "ax.set_yticklabels(TEST_DATASET_LABELS, rotation=45)\n",
    "plt.title(\"First Choice Matrix\")\n",
    "plt.savefig(\"first_choice_matrix.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "wemoev2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
